Actual Issues of Forensic Activities in Ukraine and the Possibility of Implementing International Standards of the Industry in the Ukrainian Legislation
Bibliographic record
Abstract
International standards exist in any field of legal regulation however, they are mostly identified with standards that regulate the technical sphere, since they are the most common ones. Nonetheless, today it is hard to imagine any area of public life withno generally recognized international standards. European legal standards are formed within the framework of the two most regional international associations –the Council of Europe and the European Union. The Council of Europe sets, first of all, standards in the humanitarian sphere: human rights, environment protection, and constitutional law, which is determined by the goals and purpose of its functioning. The European Union (hereinafter referred to as the EU) using directives, regulations, and other legal acts sets standards for most areas of the EU population's life. It should be noted it is during the development of 'standardization' in the European law that specific development of public relations in the EU takes place. Defining the EU legal standardas a separate category of norms of the European law, it is noteworthy that this term is used in a broad sense as a 'legal standard' and incorporates such elements as the general principles of the EU law and the 'common values' of the EU –they relate to people, environment, economic issues, and so on. The European Convention for the Protection of Human Rights and Fundamental Freedoms 1950 is a classic example of their implementation. In a narrow sense, this term has a specific meaning and does not coincidewith the concept of 'legal standard', e.g. these are standards in the technical field that are adopted by the European Committee for Standardization, that is, in its content, it is a technical publication that is used as a norm, rule, guide or definition.Therefore, they relate to products, services, or systems and are the basis for convergence and interaction within the growing market of various business sectors. Today, in international law de facto there is a system of standards that regulate various aspects of international relations.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.009 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".